IGNACIO
ÁLVAREZ ILLÁN
PROFESOR TITULAR DE UNIVERSIDAD
Universidad de Málaga
Málaga, EspañaPublicaciones en colaboración con investigadores/as de Universidad de Málaga (17)
2020
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Autosomal dominantly inherited alzheimer disease: Analysis of genetic subgroups by machine learning
Information Fusion, Vol. 58, pp. 153-167
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Granger causality-based information fusion applied to electrical measurements from power transformers
Information Fusion, Vol. 57, pp. 59-70
2019
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Genome-wide association analysis of dementia and its clinical endophenotypes reveal novel loci associated with Alzheimer's disease and three causality networks: The GR@ACE project
Alzheimer's and Dementia, Vol. 15, Núm. 10, pp. 1333-1347
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Periodogram Connectivity of EEG Signals for the Detection of Dyslexia
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018
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Ensemble of random forests One vs. Rest classifiers for MCI and AD prediction using ANOVA cortical and subcortical feature selection and partial least squares
Journal of Neuroscience Methods, Vol. 302, pp. 47-57
2017
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A 3D convolutional neural network approach for the diagnosis of Parkinson’s disease
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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A semi-supervised learning approach for model selection based on class-hypothesis testing
Expert Systems with Applications, Vol. 90, pp. 40-49
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Automatic separation of parkinsonian patients and control subjects based on the striatal morphology
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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Case-Based Statistical Learning: A Non-Parametric Implementation with a Conditional-Error Rate SVM
IEEE Access, Vol. 5, pp. 11468-11478
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Case-based statistical learning: A non parametric implementation applied to SPECT images
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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Evaluating Alzheimer’s disease diagnosis using texture analysis
Communications in Computer and Information Science
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Tree-based ensemble learning techniques in the analysis of parkinsonian syndromes
Communications in Computer and Information Science
2016
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PETRA: A web-based system supporting computer aided diagnosis of Alzheimer's disease
2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop, NSS/MIC/RTSD 2016
2015
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A volumetric radial lbp projection of mri brain images for the diagnosis of alzheimer’s disease
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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Exploratory graphical models of functional and structural connectivity patterns for Alzheimer’s disease diagnosis
Frontiers in Computational Neuroscience, Vol. 9, Núm. November, pp. 1-18
2014
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Automatic detection of Parkinsonism using significance measures and component analysis in DaTSCAN imaging
Neurocomputing, Vol. 126, pp. 58-70
2013
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Application of Empirical Mode Decomposition (EMD) on DaTSCAN SPECT images to explore Parkinson Disease
Expert Systems with Applications, Vol. 40, Núm. 7, pp. 2756-2766